I'm a Researcher in the Computer Human Interactive Learning (CHIL) group at Microsoft Research. My research lies at the intersection of human-computer interaction and machine learning. In particular, I design and develop tools to support both end-user and practitioner interaction with interactive machine learning systems. Throughout my work, I identify challenges and opportunities for improving the interactive machine learning process and design solutions that balance the needs of both the user and the machine. I also distill guiding principles applicable in a broader context to help provide a foundation for future human-driven machine learning systems.